Dataset statistics
| Number of variables | 36 |
|---|---|
| Number of observations | 471 |
| Missing cells | 25 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 132.6 KiB |
| Average record size in memory | 288.3 B |
Variable types
| CAT | 20 |
|---|---|
| NUM | 16 |
Bes2 has constant value "471" | Constant |
TempIL is highly correlated with TempGL | High correlation |
TempGL is highly correlated with TempIL | High correlation |
SpatIL is highly correlated with SpatGL | High correlation |
SpatGL is highly correlated with SpatIL | High correlation |
Lich2 is highly correlated with Lich1 | High correlation |
Lich1 is highly correlated with Lich2 | High correlation |
TempIL is highly correlated with TempGL | High correlation |
TempGL is highly correlated with TempIL | High correlation |
Fstf has 25 (5.3%) missing values | Missing |
df_index has unique values | Unique |
TempDist has 396 (84.1%) zeros | Zeros |
SpatDist has 378 (80.3%) zeros | Zeros |
UArt1 has 13 (2.8%) zeros | Zeros |
AUrs1 has 437 (92.8%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-29 21:41:43.240796 |
|---|---|
| Analysis finished | 2020-10-29 21:42:51.747547 |
| Duration | 1 minute and 8.51 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 471 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 976.4161359 |
|---|---|
| Minimum | 2 |
| Maximum | 1852 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 128.5 |
| Q1 | 544.5 |
| median | 992 |
| Q3 | 1415.5 |
| 95-th percentile | 1754 |
| Maximum | 1852 |
| Range | 1850 |
| Interquartile range (IQR) | 871 |
Descriptive statistics
| Standard deviation | 521.3039348 |
|---|---|
| Coefficient of variation (CV) | 0.5338952478 |
| Kurtosis | -1.110627537 |
| Mean | 976.4161359 |
| Median Absolute Deviation (MAD) | 430 |
| Skewness | -0.1252774804 |
| Sum | 459892 |
| Variance | 271757.7924 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 1023 | 1 | 0.2% | |
| 342 | 1 | 0.2% | |
| 322 | 1 | 0.2% | |
| 1349 | 1 | 0.2% | |
| 328 | 1 | 0.2% | |
| 330 | 1 | 0.2% | |
| 331 | 1 | 0.2% | |
| 1356 | 1 | 0.2% | |
| 1358 | 1 | 0.2% | |
| 1359 | 1 | 0.2% | |
| Other values (461) | 461 | 97.9% |
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.2% | |
| 5 | 1 | 0.2% | |
| 8 | 1 | 0.2% | |
| 9 | 1 | 0.2% | |
| 10 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1852 | 1 | 0.2% | |
| 1837 | 1 | 0.2% | |
| 1835 | 1 | 0.2% | |
| 1834 | 1 | 0.2% | |
| 1833 | 1 | 0.2% |
TempMax
Real number (ℝ≥0)
| Distinct | 169 |
|---|---|
| Distinct (%) | 35.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 219.9808917 |
|---|---|
| Minimum | 9 |
| Maximum | 1323 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 79.5 |
| median | 150 |
| Q3 | 286.5 |
| 95-th percentile | 661.5 |
| Maximum | 1323 |
| Range | 1314 |
| Interquartile range (IQR) | 207 |
Descriptive statistics
| Standard deviation | 212.7688128 |
|---|---|
| Coefficient of variation (CV) | 0.9672149757 |
| Kurtosis | 6.452013531 |
| Mean | 219.9808917 |
| Median Absolute Deviation (MAD) | 90 |
| Skewness | 2.214838711 |
| Sum | 103611 |
| Variance | 45270.56772 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 129 | 11 | 2.3% | |
| 81 | 9 | 1.9% | |
| 30 | 9 | 1.9% | |
| 78 | 9 | 1.9% | |
| 135 | 8 | 1.7% | |
| 123 | 7 | 1.5% | |
| 87 | 7 | 1.5% | |
| 117 | 7 | 1.5% | |
| 75 | 7 | 1.5% | |
| 42 | 7 | 1.5% | |
| Other values (159) | 390 | 82.8% |
| Value | Count | Frequency (%) | |
| 9 | 3 | 0.6% | |
| 12 | 3 | 0.6% | |
| 15 | 2 | 0.4% | |
| 18 | 6 | 1.3% | |
| 21 | 5 | 1.1% |
| Value | Count | Frequency (%) | |
| 1323 | 2 | 0.4% | |
| 1257 | 2 | 0.4% | |
| 1194 | 1 | 0.2% | |
| 1029 | 1 | 0.2% | |
| 960 | 1 | 0.2% |
TempAvg
Real number (ℝ≥0)
| Distinct | 174 |
|---|---|
| Distinct (%) | 36.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.9044586 |
|---|---|
| Minimum | 4 |
| Maximum | 1326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 30 |
| median | 61 |
| Q3 | 99 |
| 95-th percentile | 226.5 |
| Maximum | 1326 |
| Range | 1322 |
| Interquartile range (IQR) | 69 |
Descriptive statistics
| Standard deviation | 115.1059152 |
|---|---|
| Coefficient of variation (CV) | 1.339929464 |
| Kurtosis | 59.31657529 |
| Mean | 85.9044586 |
| Median Absolute Deviation (MAD) | 34 |
| Skewness | 6.555039442 |
| Sum | 40461 |
| Variance | 13249.3717 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 18 | 7 | 1.5% | |
| 8 | 7 | 1.5% | |
| 11 | 7 | 1.5% | |
| 89 | 7 | 1.5% | |
| 56 | 7 | 1.5% | |
| 26 | 7 | 1.5% | |
| 99 | 7 | 1.5% | |
| 24 | 7 | 1.5% | |
| 44 | 7 | 1.5% | |
| 23 | 7 | 1.5% | |
| Other values (164) | 401 | 85.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | 0.2% | |
| 5 | 1 | 0.2% | |
| 6 | 3 | 0.6% | |
| 7 | 5 | 1.1% | |
| 8 | 7 | 1.5% |
| Value | Count | Frequency (%) | |
| 1326 | 1 | 0.2% | |
| 1260 | 1 | 0.2% | |
| 955 | 1 | 0.2% | |
| 703 | 1 | 0.2% | |
| 575 | 1 | 0.2% |
SpatMax
Real number (ℝ≥0)
| Distinct | 428 |
|---|---|
| Distinct (%) | 90.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14241.98089 |
|---|---|
| Minimum | 832 |
| Maximum | 219082 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 832 |
|---|---|
| 5-th percentile | 2169.5 |
| Q1 | 5616.5 |
| median | 9574 |
| Q3 | 17188 |
| 95-th percentile | 37023.5 |
| Maximum | 219082 |
| Range | 218250 |
| Interquartile range (IQR) | 11571.5 |
Descriptive statistics
| Standard deviation | 19325.269 |
|---|---|
| Coefficient of variation (CV) | 1.356922829 |
| Kurtosis | 59.79710056 |
| Mean | 14241.98089 |
| Median Absolute Deviation (MAD) | 5074 |
| Skewness | 6.758608342 |
| Sum | 6707973 |
| Variance | 373466021.9 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6025 | 3 | 0.6% | |
| 9917 | 3 | 0.6% | |
| 9574 | 3 | 0.6% | |
| 42393 | 3 | 0.6% | |
| 6621 | 3 | 0.6% | |
| 15639 | 2 | 0.4% | |
| 4168 | 2 | 0.4% | |
| 13163 | 2 | 0.4% | |
| 18569 | 2 | 0.4% | |
| 4747 | 2 | 0.4% | |
| Other values (418) | 446 | 94.7% |
| Value | Count | Frequency (%) | |
| 832 | 1 | 0.2% | |
| 1110 | 1 | 0.2% | |
| 1194 | 1 | 0.2% | |
| 1206 | 1 | 0.2% | |
| 1280 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 219082 | 1 | 0.2% | |
| 189730 | 2 | 0.4% | |
| 153237 | 1 | 0.2% | |
| 70726 | 1 | 0.2% | |
| 64943 | 1 | 0.2% |
SpatAvg
Real number (ℝ≥0)
| Distinct | 437 |
|---|---|
| Distinct (%) | 92.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4005.225053 |
|---|---|
| Minimum | 583 |
| Maximum | 13744 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 583 |
|---|---|
| 5-th percentile | 1034.5 |
| Q1 | 2050 |
| median | 3355 |
| Q3 | 5605 |
| 95-th percentile | 8890 |
| Maximum | 13744 |
| Range | 13161 |
| Interquartile range (IQR) | 3555 |
Descriptive statistics
| Standard deviation | 2525.928992 |
|---|---|
| Coefficient of variation (CV) | 0.630658442 |
| Kurtosis | 0.7791238899 |
| Mean | 4005.225053 |
| Median Absolute Deviation (MAD) | 1616 |
| Skewness | 1.020843813 |
| Sum | 1886461 |
| Variance | 6380317.273 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5606 | 3 | 0.6% | |
| 4022 | 3 | 0.6% | |
| 2422 | 3 | 0.6% | |
| 1264 | 2 | 0.4% | |
| 1831 | 2 | 0.4% | |
| 7851 | 2 | 0.4% | |
| 9511 | 2 | 0.4% | |
| 3494 | 2 | 0.4% | |
| 8285 | 2 | 0.4% | |
| 1564 | 2 | 0.4% | |
| Other values (427) | 448 | 95.1% |
| Value | Count | Frequency (%) | |
| 583 | 1 | 0.2% | |
| 625 | 1 | 0.2% | |
| 643 | 1 | 0.2% | |
| 660 | 1 | 0.2% | |
| 670 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 13744 | 1 | 0.2% | |
| 12480 | 1 | 0.2% | |
| 12363 | 1 | 0.2% | |
| 12288 | 1 | 0.2% | |
| 12174 | 1 | 0.2% |
| Distinct | 25 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.097664544 |
|---|---|
| Minimum | 0 |
| Maximum | 24 |
| Zeros | 396 |
| Zeros (%) | 84.1% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 17.5 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 5.531631946 |
|---|---|
| Coefficient of variation (CV) | 2.637043164 |
| Kurtosis | 6.106655339 |
| Mean | 2.097664544 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.687304112 |
| Sum | 988 |
| Variance | 30.59895198 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 396 | 84.1% | |
| 18 | 7 | 1.5% | |
| 6 | 7 | 1.5% | |
| 5 | 6 | 1.3% | |
| 17 | 6 | 1.3% | |
| 24 | 6 | 1.3% | |
| 12 | 5 | 1.1% | |
| 9 | 4 | 0.8% | |
| 16 | 3 | 0.6% | |
| 2 | 3 | 0.6% | |
| Other values (15) | 28 | 5.9% |
| Value | Count | Frequency (%) | |
| 0 | 396 | 84.1% | |
| 1 | 1 | 0.2% | |
| 2 | 3 | 0.6% | |
| 3 | 1 | 0.2% | |
| 4 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 24 | 6 | 1.3% | |
| 23 | 3 | 0.6% | |
| 22 | 2 | 0.4% | |
| 21 | 3 | 0.6% | |
| 20 | 1 | 0.2% |
| Distinct | 80 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105.7154989 |
|---|---|
| Minimum | 0 |
| Maximum | 2000 |
| Zeros | 378 |
| Zeros (%) | 80.3% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 722 |
| Maximum | 2000 |
| Range | 2000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 306.4723023 |
|---|---|
| Coefficient of variation (CV) | 2.899029049 |
| Kurtosis | 14.88397032 |
| Mean | 105.7154989 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.737164569 |
| Sum | 49792 |
| Variance | 93925.27208 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 378 | 80.3% | |
| 250 | 4 | 0.8% | |
| 290 | 3 | 0.6% | |
| 1250 | 3 | 0.6% | |
| 50 | 3 | 0.6% | |
| 718 | 2 | 0.4% | |
| 112 | 2 | 0.4% | |
| 252 | 2 | 0.4% | |
| 3 | 2 | 0.4% | |
| 210 | 2 | 0.4% | |
| Other values (70) | 70 | 14.9% |
| Value | Count | Frequency (%) | |
| 0 | 378 | 80.3% | |
| 3 | 2 | 0.4% | |
| 21 | 1 | 0.2% | |
| 22 | 1 | 0.2% | |
| 50 | 3 | 0.6% |
| Value | Count | Frequency (%) | |
| 2000 | 1 | 0.2% | |
| 1949 | 1 | 0.2% | |
| 1766 | 1 | 0.2% | |
| 1713 | 1 | 0.2% | |
| 1703 | 1 | 0.2% |
Coverage
Real number (ℝ≥0)
| Distinct | 78 |
|---|---|
| Distinct (%) | 16.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.02760085 |
|---|---|
| Minimum | 2 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 23 |
| median | 35 |
| Q3 | 47 |
| 95-th percentile | 70 |
| Maximum | 100 |
| Range | 98 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 18.29153049 |
|---|---|
| Coefficient of variation (CV) | 0.4939971824 |
| Kurtosis | 0.2306551822 |
| Mean | 37.02760085 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.6356840901 |
| Sum | 17440 |
| Variance | 334.5800876 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40 | 17 | 3.6% | |
| 18 | 15 | 3.2% | |
| 30 | 15 | 3.2% | |
| 37 | 14 | 3.0% | |
| 42 | 13 | 2.8% | |
| 25 | 13 | 2.8% | |
| 35 | 13 | 2.8% | |
| 38 | 12 | 2.5% | |
| 31 | 12 | 2.5% | |
| 16 | 11 | 2.3% | |
| Other values (68) | 336 | 71.3% |
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.2% | |
| 3 | 2 | 0.4% | |
| 5 | 2 | 0.4% | |
| 6 | 4 | 0.8% | |
| 7 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 100 | 2 | 0.4% | |
| 90 | 1 | 0.2% | |
| 88 | 4 | 0.8% | |
| 86 | 1 | 0.2% | |
| 85 | 1 | 0.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 3 | |
|---|---|
| 5 |
| Value | Count | Frequency (%) | |
| 3 | 396 | 84.1% | |
| 5 | 75 | 15.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 2 | |
|---|---|
| 3 |
| Value | Count | Frequency (%) | |
| 2 | 378 | 80.3% | |
| 3 | 93 | 19.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 4 | |
|---|---|
| 5 | |
| -1 |
| Value | Count | Frequency (%) | |
| 4 | 217 | 46.1% | |
| 5 | 179 | 38.0% | |
| -1 | 75 | 15.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.159235669 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.152866242 |
|---|---|
| Minimum | -1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.184565603 |
|---|---|
| Coefficient of variation (CV) | 0.6928824236 |
| Kurtosis | -0.2378130479 |
| Mean | 3.152866242 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.182645461 |
| Sum | 1485 |
| Variance | 4.772326874 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4 | 209 | 44.4% | |
| 5 | 131 | 27.8% | |
| -1 | 93 | 19.7% | |
| 2 | 21 | 4.5% | |
| 3 | 14 | 3.0% | |
| 1 | 3 | 0.6% |
| Value | Count | Frequency (%) | |
| -1 | 93 | 19.7% | |
| 1 | 3 | 0.6% | |
| 2 | 21 | 4.5% | |
| 3 | 14 | 3.0% | |
| 4 | 209 | 44.4% |
| Value | Count | Frequency (%) | |
| 5 | 131 | 27.8% | |
| 4 | 209 | 44.4% | |
| 3 | 14 | 3.0% | |
| 2 | 21 | 4.5% | |
| 1 | 3 | 0.6% |
TLCar
Real number (ℝ≥0)
| Distinct | 359 |
|---|---|
| Distinct (%) | 76.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1502.046709 |
|---|---|
| Minimum | 1001 |
| Maximum | 1996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1001 |
|---|---|
| 5-th percentile | 1041.5 |
| Q1 | 1254.5 |
| median | 1511 |
| Q3 | 1751 |
| 95-th percentile | 1945.5 |
| Maximum | 1996 |
| Range | 995 |
| Interquartile range (IQR) | 496.5 |
Descriptive statistics
| Standard deviation | 287.635744 |
|---|---|
| Coefficient of variation (CV) | 0.1914958718 |
| Kurtosis | -1.204413812 |
| Mean | 1502.046709 |
| Median Absolute Deviation (MAD) | 251 |
| Skewness | 0.006558741966 |
| Sum | 707464 |
| Variance | 82734.32122 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1552 | 4 | 0.8% | |
| 1179 | 4 | 0.8% | |
| 1881 | 4 | 0.8% | |
| 1451 | 4 | 0.8% | |
| 1171 | 3 | 0.6% | |
| 1184 | 3 | 0.6% | |
| 1215 | 3 | 0.6% | |
| 1403 | 3 | 0.6% | |
| 1563 | 3 | 0.6% | |
| 1628 | 3 | 0.6% | |
| Other values (349) | 437 | 92.8% |
| Value | Count | Frequency (%) | |
| 1001 | 1 | 0.2% | |
| 1003 | 2 | 0.4% | |
| 1006 | 1 | 0.2% | |
| 1014 | 1 | 0.2% | |
| 1015 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1996 | 1 | 0.2% | |
| 1992 | 1 | 0.2% | |
| 1991 | 1 | 0.2% | |
| 1988 | 1 | 0.2% | |
| 1985 | 1 | 0.2% |
TLHGV
Real number (ℝ≥0)
| Distinct | 294 |
|---|---|
| Distinct (%) | 62.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 747.0169851 |
|---|---|
| Minimum | 501 |
| Maximum | 998 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 501 |
|---|---|
| 5-th percentile | 531.5 |
| Q1 | 626 |
| median | 749 |
| Q3 | 867.5 |
| 95-th percentile | 965.5 |
| Maximum | 998 |
| Range | 497 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 140.9321843 |
|---|---|
| Coefficient of variation (CV) | 0.1886599463 |
| Kurtosis | -1.217056149 |
| Mean | 747.0169851 |
| Median Absolute Deviation (MAD) | 122 |
| Skewness | 0.02108472638 |
| Sum | 351845 |
| Variance | 19861.88056 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 522 | 5 | 1.1% | |
| 534 | 5 | 1.1% | |
| 855 | 4 | 0.8% | |
| 857 | 4 | 0.8% | |
| 733 | 4 | 0.8% | |
| 631 | 4 | 0.8% | |
| 626 | 4 | 0.8% | |
| 702 | 4 | 0.8% | |
| 804 | 4 | 0.8% | |
| 639 | 4 | 0.8% | |
| Other values (284) | 429 | 91.1% |
| Value | Count | Frequency (%) | |
| 501 | 2 | 0.4% | |
| 506 | 1 | 0.2% | |
| 507 | 1 | 0.2% | |
| 511 | 1 | 0.2% | |
| 513 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 998 | 1 | 0.2% | |
| 997 | 1 | 0.2% | |
| 991 | 1 | 0.2% | |
| 990 | 1 | 0.2% | |
| 989 | 3 | 0.6% |
Strasse
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| A3 | |
|---|---|
| A9 | |
| A99 | |
| A73 | |
| A96 | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| A3 | 167 | 35.5% | |
| A9 | 134 | 28.5% | |
| A99 | 34 | 7.2% | |
| A73 | 29 | 6.2% | |
| A96 | 26 | 5.5% | |
| A6 | 24 | 5.1% | |
| A7 | 18 | 3.8% | |
| A92 | 15 | 3.2% | |
| A94 | 11 | 2.3% | |
| A93 | 10 | 2.1% | |
| Other values (2) | 3 | 0.6% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.271762208 |
| Min length | 2 |
Kat
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 7 | |
|---|---|
| 3 | |
| 2 | 21 |
| 1 | 3 |
| Value | Count | Frequency (%) | |
| 7 | 237 | 50.3% | |
| 3 | 210 | 44.6% | |
| 2 | 21 | 4.5% | |
| 1 | 3 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Typ
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.182590234 |
|---|---|
| Minimum | 1 |
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.761465323 |
|---|---|
| Coefficient of variation (CV) | 0.3398812647 |
| Kurtosis | 1.092116449 |
| Mean | 5.182590234 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.645017727 |
| Sum | 2441 |
| Variance | 3.102760085 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 6 | 354 | 75.2% | |
| 1 | 56 | 11.9% | |
| 3 | 39 | 8.3% | |
| 7 | 17 | 3.6% | |
| 5 | 5 | 1.1% |
| Value | Count | Frequency (%) | |
| 1 | 56 | 11.9% | |
| 3 | 39 | 8.3% | |
| 5 | 5 | 1.1% | |
| 6 | 354 | 75.2% | |
| 7 | 17 | 3.6% |
| Value | Count | Frequency (%) | |
| 7 | 17 | 3.6% | |
| 6 | 354 | 75.2% | |
| 5 | 5 | 1.1% | |
| 3 | 39 | 8.3% | |
| 1 | 56 | 11.9% |
Betei
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.225053079 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3.5 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7937848651 |
|---|---|
| Coefficient of variation (CV) | 0.3567487323 |
| Kurtosis | 14.96809288 |
| Mean | 2.225053079 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.728535288 |
| Sum | 1048 |
| Variance | 0.6300944121 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 325 | 69.0% | |
| 3 | 83 | 17.6% | |
| 1 | 39 | 8.3% | |
| 4 | 19 | 4.0% | |
| 8 | 2 | 0.4% | |
| 7 | 1 | 0.2% | |
| 6 | 1 | 0.2% | |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 39 | 8.3% | |
| 2 | 325 | 69.0% | |
| 3 | 83 | 17.6% | |
| 4 | 19 | 4.0% | |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 8 | 2 | 0.4% | |
| 7 | 1 | 0.2% | |
| 6 | 1 | 0.2% | |
| 5 | 1 | 0.2% | |
| 4 | 19 | 4.0% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.123142251 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 13 |
| Zeros (%) | 2.8% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.098052668 |
|---|---|
| Coefficient of variation (CV) | 0.6717762113 |
| Kurtosis | 1.892733031 |
| Mean | 3.123142251 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.634104194 |
| Sum | 1471 |
| Variance | 4.401824999 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 207 | 43.9% | |
| 3 | 142 | 30.1% | |
| 5 | 31 | 6.6% | |
| 8 | 27 | 5.7% | |
| 1 | 23 | 4.9% | |
| 9 | 21 | 4.5% | |
| 0 | 13 | 2.8% | |
| 7 | 6 | 1.3% | |
| 6 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 13 | 2.8% | |
| 1 | 23 | 4.9% | |
| 2 | 207 | 43.9% | |
| 3 | 142 | 30.1% | |
| 5 | 31 | 6.6% |
| Value | Count | Frequency (%) | |
| 9 | 21 | 4.5% | |
| 8 | 27 | 5.7% | |
| 7 | 6 | 1.3% | |
| 6 | 1 | 0.2% | |
| 5 | 31 | 6.6% |
UArt2
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.3609341826 |
|---|---|
| Minimum | -1 |
| Maximum | 9 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.289960136 |
|---|---|
| Coefficient of variation (CV) | -6.344536611 |
| Kurtosis | 11.09146085 |
| Mean | -0.3609341826 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.548931105 |
| Sum | -170 |
| Variance | 5.243917423 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -1 | 432 | 91.7% | |
| 9 | 18 | 3.8% | |
| 8 | 8 | 1.7% | |
| 3 | 8 | 1.7% | |
| 5 | 2 | 0.4% | |
| 1 | 2 | 0.4% | |
| 0 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| -1 | 432 | 91.7% | |
| 0 | 1 | 0.2% | |
| 1 | 2 | 0.4% | |
| 3 | 8 | 1.7% | |
| 5 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 9 | 18 | 3.8% | |
| 8 | 8 | 1.7% | |
| 5 | 2 | 0.4% | |
| 3 | 8 | 1.7% | |
| 1 | 2 | 0.4% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.473460722 |
|---|---|
| Minimum | 0 |
| Maximum | 89 |
| Zeros | 437 |
| Zeros (%) | 92.8% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 73 |
| Maximum | 89 |
| Range | 89 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 19.70178835 |
|---|---|
| Coefficient of variation (CV) | 3.599512147 |
| Kurtosis | 9.388591378 |
| Mean | 5.473460722 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.353122558 |
| Sum | 2578 |
| Variance | 388.1604644 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 437 | 92.8% | |
| 73 | 16 | 3.4% | |
| 72 | 9 | 1.9% | |
| 82 | 4 | 0.8% | |
| 89 | 2 | 0.4% | |
| 88 | 2 | 0.4% | |
| 80 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 437 | 92.8% | |
| 72 | 9 | 1.9% | |
| 73 | 16 | 3.4% | |
| 80 | 1 | 0.2% | |
| 82 | 4 | 0.8% |
| Value | Count | Frequency (%) | |
| 89 | 2 | 0.4% | |
| 88 | 2 | 0.4% | |
| 82 | 4 | 0.8% | |
| 80 | 1 | 0.2% | |
| 73 | 16 | 3.4% |
AUrs2
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 0 | |
|---|---|
| 81 | 1 |
| 80 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 469 | 99.6% | |
| 81 | 1 | 0.2% | |
| 80 | 1 | 0.2% |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.004246285 |
| Min length | 1 |
AufHi
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 3 | |
| 4 | 11 |
| 5 | 3 |
| Value | Count | Frequency (%) | |
| -1 | 399 | 84.7% | |
| 3 | 58 | 12.3% | |
| 4 | 11 | 2.3% | |
| 5 | 3 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.847133758 |
| Min length | 1 |
Alkoh
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 1 | 6 |
| Value | Count | Frequency (%) | |
| -1 | 465 | 98.7% | |
| 1 | 6 | 1.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.987261146 |
| Min length | 1 |
Char1
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 5 | 11 |
| 4 | 10 |
| 6 | 3 |
| Value | Count | Frequency (%) | |
| -1 | 447 | 94.9% | |
| 5 | 11 | 2.3% | |
| 4 | 10 | 2.1% | |
| 6 | 3 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.949044586 |
| Min length | 1 |
Char2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 6 | 6 |
| Value | Count | Frequency (%) | |
| -1 | 465 | 98.7% | |
| 6 | 6 | 1.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.987261146 |
| Min length | 1 |
Bes1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 6 |
| Value | Count | Frequency (%) | |
| -1 | 328 | 69.6% | |
| 6 | 143 | 30.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.696390658 |
| Min length | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 |
|---|
| Value | Count | Frequency (%) | |
| -1 | 471 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 0 | |
|---|---|
| 2 | |
| 1 | 20 |
| Value | Count | Frequency (%) | |
| 0 | 402 | 85.4% | |
| 2 | 49 | 10.4% | |
| 1 | 20 | 4.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 4 | |
| 3 | 2 |
| Value | Count | Frequency (%) | |
| -1 | 402 | 85.4% | |
| 4 | 67 | 14.2% | |
| 3 | 2 | 0.4% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.853503185 |
| Min length | 1 |
Zust1
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 9 |
| -1 | 1 |
| Value | Count | Frequency (%) | |
| 0 | 372 | 79.0% | |
| 1 | 89 | 18.9% | |
| 2 | 9 | 1.9% | |
| -1 | 1 | 0.2% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.002123142 |
| Min length | 1 |
Zust2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 2 | 4 |
| Value | Count | Frequency (%) | |
| -1 | 467 | 99.2% | |
| 2 | 4 | 0.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.991507431 |
| Min length | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 25 |
| Missing (%) | 5.3% |
| Memory size | 3.7 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 4 | 13 |
| S | 6 |
| Value | Count | Frequency (%) | |
| 2 | 216 | 45.9% | |
| 1 | 139 | 29.5% | |
| 3 | 71 | 15.1% | |
| 4 | 13 | 2.8% | |
| S | 6 | 1.3% | |
| 5 | 1 | 0.2% | |
| (Missing) | 25 | 5.3% |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.106157113 |
| Min length | 1 |
WoTag
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Fr | |
|---|---|
| Do | |
| Mi | |
| Mo | |
| Di | |
| Other values (3) |
| Value | Count | Frequency (%) | |
| Fr | 97 | 20.6% | |
| Do | 85 | 18.0% | |
| Mi | 73 | 15.5% | |
| Mo | 67 | 14.2% | |
| Di | 62 | 13.2% | |
| Sa | 43 | 9.1% | |
| So | 41 | 8.7% | |
| 3 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.987261146 |
| Min length | 0 |
FeiTag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| -1 | |
|---|---|
| 1 | 10 |
| Value | Count | Frequency (%) | |
| -1 | 461 | 97.9% | |
| 1 | 10 | 2.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.978768577 |
| Min length | 1 |
Month
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.7 KiB |
| Jul | |
|---|---|
| Aug | |
| Sep | |
| Oct | |
| Nov | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| Jul | 81 | 17.2% | |
| Aug | 54 | 11.5% | |
| Sep | 49 | 10.4% | |
| Oct | 44 | 9.3% | |
| Nov | 39 | 8.3% | |
| Mar | 36 | 7.6% | |
| Apr | 33 | 7.0% | |
| Dec | 33 | 7.0% | |
| May | 31 | 6.6% | |
| Jun | 31 | 6.6% | |
| Other values (2) | 40 | 8.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TempGL | SpatGL | TempIL | SpatIL | TLCar | TLHGV | Strasse | Kat | Typ | Betei | UArt1 | UArt2 | AUrs1 | AUrs2 | AufHi | Alkoh | Char1 | Char2 | Bes1 | Bes2 | Lich1 | Lich2 | Zust1 | Zust2 | Fstf | WoTag | FeiTag | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 162 | 89 | 13925 | 7212 | 0 | 0 | 50 | 3 | 2 | 4 | 4 | 1293 | 804 | A3 | 3 | 6 | 5 | 2 | 9 | 0 | 0 | 3 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 1 | -1 | 2 | Mi | -1 | Jan |
| 1 | 5 | 45 | 20 | 7483 | 3057 | 0 | 0 | 42 | 3 | 2 | 5 | 5 | 1044 | 780 | A6 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | 1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 1 | Mi | -1 | Jan |
| 2 | 8 | 138 | 55 | 6415 | 3142 | 0 | 0 | 42 | 3 | 2 | 4 | 4 | 1803 | 985 | A9 | 7 | 1 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 0 | -1 | 1 | Fr | -1 | Jan |
| 3 | 9 | 105 | 61 | 9941 | 2555 | 0 | 112 | 22 | 3 | 3 | 5 | -1 | 1657 | 905 | A9 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 1 | -1 | 4 | Fr | -1 | Jan |
| 4 | 10 | 873 | 225 | 31413 | 4387 | 0 | 0 | 13 | 3 | 2 | 5 | 5 | 1674 | 752 | A3 | 7 | 1 | 1 | 9 | -1 | 73 | 0 | 3 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 1 | -1 | 3 | Sa | -1 | Jan |
| 5 | 13 | 189 | 76 | 27987 | 10911 | 0 | 0 | 39 | 3 | 2 | 4 | 4 | 1247 | 531 | A9 | 3 | 1 | 2 | 3 | -1 | 72 | 0 | -1 | -1 | 5 | -1 | -1 | -1 | 0 | -1 | 1 | 2 | 1 | Sa | -1 | Jan |
| 6 | 19 | 9 | 7 | 4461 | 2207 | 9 | 0 | 49 | 5 | 2 | -1 | 4 | 1925 | 812 | A7 | 7 | 1 | 1 | 8 | -1 | 72 | 0 | 3 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 2 | -1 | 2 | So | 1 | Jan |
| 7 | 27 | 45 | 29 | 4739 | 2782 | 21 | 210 | 61 | 5 | 3 | -1 | -1 | 1015 | 984 | A6 | 7 | 3 | 2 | 1 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 1 | 2 | 2 | Mi | -1 | Jan |
| 8 | 31 | 90 | 56 | 6144 | 3235 | 0 | 0 | 51 | 3 | 2 | 5 | 5 | 1881 | 598 | A6 | 7 | 6 | 2 | 0 | 8 | 0 | 0 | 3 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 1 | -1 | 2 | Do | -1 | Jan |
| 9 | 33 | 126 | 83 | 2896 | 2010 | 0 | 0 | 65 | 3 | 2 | 5 | 5 | 1659 | 895 | A93 | 7 | 6 | 2 | 3 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 2 | -1 | 2 | Do | -1 | Jan |
Last rows
| df_index | TempMax | TempAvg | SpatMax | SpatAvg | TempDist | SpatDist | Coverage | TempGL | SpatGL | TempIL | SpatIL | TLCar | TLHGV | Strasse | Kat | Typ | Betei | UArt1 | UArt2 | AUrs1 | AUrs2 | AufHi | Alkoh | Char1 | Char2 | Bes1 | Bes2 | Lich1 | Lich2 | Zust1 | Zust2 | Fstf | WoTag | FeiTag | Month | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 461 | 1817 | 78 | 19 | 6741 | 1718 | 0 | 0 | 23 | 3 | 2 | 4 | 4 | 1285 | 899 | A94 | 3 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 1 | 4 | 0 | -1 | 3 | Di | -1 | Dec |
| 462 | 1824 | 150 | 37 | 14755 | 6121 | 0 | 0 | 41 | 3 | 2 | 5 | 5 | 1913 | 774 | A3 | 3 | 6 | 4 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 1 | -1 | 1 | -1 | Dec | |
| 463 | 1827 | 18 | 11 | 2417 | 1564 | 0 | 0 | 48 | 3 | 2 | 4 | 4 | 1097 | 663 | A9 | 7 | 1 | 1 | 8 | -1 | 0 | 0 | 3 | -1 | 5 | 6 | -1 | -1 | 2 | 4 | 0 | -1 | 3 | Do | -1 | Dec |
| 464 | 1829 | 792 | 263 | 37046 | 8388 | 0 | 0 | 22 | 3 | 2 | 4 | 4 | 1421 | 655 | A3 | 7 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 2 | 4 | 1 | -1 | 2 | -1 | Dec | |
| 465 | 1830 | 696 | 199 | 23966 | 6775 | 0 | 0 | 27 | 3 | 2 | 5 | 5 | 1854 | 982 | A3 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | 6 | -1 | 2 | 4 | 1 | -1 | 2 | Fr | -1 | Dec |
| 466 | 1833 | 729 | 275 | 36911 | 8020 | 0 | 0 | 21 | 3 | 2 | 5 | 5 | 1782 | 567 | A3 | 3 | 6 | 3 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | Sa | -1 | Dec |
| 467 | 1834 | 300 | 160 | 15639 | 8285 | 0 | 0 | 52 | 3 | 2 | 4 | 4 | 1076 | 855 | A3 | 3 | 6 | 8 | 1 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | Sa | -1 | Dec |
| 468 | 1835 | 300 | 160 | 15639 | 8285 | 0 | 0 | 52 | 3 | 2 | 5 | 5 | 1076 | 855 | A3 | 3 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | 6 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | Sa | -1 | Dec |
| 469 | 1837 | 87 | 24 | 17069 | 3715 | 0 | 310 | 21 | 3 | 3 | 5 | -1 | 1017 | 969 | A3 | 3 | 6 | 2 | 2 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 2 | Sa | -1 | Dec |
| 470 | 1852 | 123 | 46 | 8519 | 3828 | 0 | 0 | 42 | 3 | 2 | 4 | 4 | 1928 | 876 | A9 | 3 | 6 | 2 | 1 | -1 | 0 | 0 | -1 | -1 | -1 | -1 | -1 | -1 | 0 | -1 | 0 | -1 | 1 | Do | 1 | Dec |